Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 10841 |
| Missing cells | 1486 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 410 |
| Duplicate rows (%) | 3.8% |
| Total size in memory | 1.1 MiB |
| Average record size in memory | 104.0 B |
Variable types
| Text | 5 |
|---|---|
| Categorical | 5 |
| Numeric | 2 |
| DateTime | 1 |
| Dataset has 410 (3.8%) duplicate rows | Duplicates |
Type is highly imbalanced (62.0%) | Imbalance |
Content Rating is highly imbalanced (61.5%) | Imbalance |
Rating has 1474 (13.6%) missing values | Missing |
Reviews has 596 (5.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-02-04 20:58:06.107438 |
|---|---|
| Analysis finished | 2025-02-04 20:58:14.032345 |
| Duration | 7.92 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
App
Text
| Distinct | 9660 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.8 KiB |
Length
| Max length | 194 |
|---|---|
| Median length | 75 |
| Mean length | 22.517111 |
| Min length | 1 |
Unique
| Unique | 8862 ? |
|---|---|
| Unique (%) | 81.7% |
Sample
| 1st row | Photo Editor & Candy Camera & Grid & ScrapBook |
|---|---|
| 2nd row | Coloring book moana |
| 3rd row | U Launcher Lite – FREE Live Cool Themes, Hide Apps |
| 4th row | Sketch - Draw & Paint |
| 5th row | Pixel Draw - Number Art Coloring Book |
| Value | Count | Frequency (%) |
| 2821 | 6.6% | |
| for | 560 | 1.3% |
| free | 513 | 1.2% |
| app | 332 | 0.8% |
| and | 283 | 0.7% |
| the | 270 | 0.6% |
| mobile | 222 | 0.5% |
| news | 195 | 0.5% |
| live | 194 | 0.5% |
| video | 194 | 0.5% |
| Other values (9549) | 36995 |
Most occurring characters
| Value | Count | Frequency (%) |
| 31738 | 13.0% | |
| e | 19421 | 8.0% |
| a | 14838 | 6.1% |
| o | 13637 | 5.6% |
| r | 13242 | 5.4% |
| i | 12140 | 5.0% |
| t | 10335 | 4.2% |
| n | 9847 | 4.0% |
| s | 8715 | 3.6% |
| l | 8546 | 3.5% |
| Other values (468) | 101649 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 244108 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 31738 | 13.0% | |
| e | 19421 | 8.0% |
| a | 14838 | 6.1% |
| o | 13637 | 5.6% |
| r | 13242 | 5.4% |
| i | 12140 | 5.0% |
| t | 10335 | 4.2% |
| n | 9847 | 4.0% |
| s | 8715 | 3.6% |
| l | 8546 | 3.5% |
| Other values (468) | 101649 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 244108 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 31738 | 13.0% | |
| e | 19421 | 8.0% |
| a | 14838 | 6.1% |
| o | 13637 | 5.6% |
| r | 13242 | 5.4% |
| i | 12140 | 5.0% |
| t | 10335 | 4.2% |
| n | 9847 | 4.0% |
| s | 8715 | 3.6% |
| l | 8546 | 3.5% |
| Other values (468) | 101649 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 244108 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 31738 | 13.0% | |
| e | 19421 | 8.0% |
| a | 14838 | 6.1% |
| o | 13637 | 5.6% |
| r | 13242 | 5.4% |
| i | 12140 | 5.0% |
| t | 10335 | 4.2% |
| n | 9847 | 4.0% |
| s | 8715 | 3.6% |
| l | 8546 | 3.5% |
| Other values (468) | 101649 |
Category
Categorical
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 84.8 KiB |
| FAMILY | |
|---|---|
| GAME | |
| TOOLS | |
| MEDICAL | 463 |
| BUSINESS | 460 |
| Other values (28) |
Length
| Max length | 19 |
|---|---|
| Median length | 16 |
| Mean length | 9.0244465 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ART_AND_DESIGN |
|---|---|
| 2nd row | ART_AND_DESIGN |
| 3rd row | ART_AND_DESIGN |
| 4th row | ART_AND_DESIGN |
| 5th row | ART_AND_DESIGN |
Common Values
| Value | Count | Frequency (%) |
| FAMILY | 1972 | |
| GAME | 1144 | 10.6% |
| TOOLS | 843 | 7.8% |
| MEDICAL | 463 | 4.3% |
| BUSINESS | 460 | 4.2% |
| PRODUCTIVITY | 424 | 3.9% |
| PERSONALIZATION | 392 | 3.6% |
| COMMUNICATION | 387 | 3.6% |
| SPORTS | 384 | 3.5% |
| LIFESTYLE | 382 | 3.5% |
| Other values (23) | 3989 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| family | 1972 | |
| game | 1144 | 10.6% |
| tools | 843 | 7.8% |
| medical | 463 | 4.3% |
| business | 460 | 4.2% |
| productivity | 424 | 3.9% |
| personalization | 392 | 3.6% |
| communication | 387 | 3.6% |
| sports | 384 | 3.5% |
| lifestyle | 382 | 3.5% |
| Other values (23) | 3989 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 10424 | 10.7% |
| I | 8783 | 9.0% |
| E | 7958 | 8.1% |
| N | 7335 | 7.5% |
| O | 7125 | 7.3% |
| S | 6558 | 6.7% |
| L | 6189 | 6.3% |
| T | 5894 | 6.0% |
| M | 5155 | 5.3% |
| _ | 3575 | 3.7% |
| Other values (14) | 28829 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 97825 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 10424 | 10.7% |
| I | 8783 | 9.0% |
| E | 7958 | 8.1% |
| N | 7335 | 7.5% |
| O | 7125 | 7.3% |
| S | 6558 | 6.7% |
| L | 6189 | 6.3% |
| T | 5894 | 6.0% |
| M | 5155 | 5.3% |
| _ | 3575 | 3.7% |
| Other values (14) | 28829 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 97825 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 10424 | 10.7% |
| I | 8783 | 9.0% |
| E | 7958 | 8.1% |
| N | 7335 | 7.5% |
| O | 7125 | 7.3% |
| S | 6558 | 6.7% |
| L | 6189 | 6.3% |
| T | 5894 | 6.0% |
| M | 5155 | 5.3% |
| _ | 3575 | 3.7% |
| Other values (14) | 28829 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 97825 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 10424 | 10.7% |
| I | 8783 | 9.0% |
| E | 7958 | 8.1% |
| N | 7335 | 7.5% |
| O | 7125 | 7.3% |
| S | 6558 | 6.7% |
| L | 6189 | 6.3% |
| T | 5894 | 6.0% |
| M | 5155 | 5.3% |
| _ | 3575 | 3.7% |
| Other values (14) | 28829 |
Rating
Real number (ℝ)
Missing 
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1474 |
| Missing (%) | 13.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1915128 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 84.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 4 |
| median | 4.3 |
| Q3 | 4.5 |
| 95-th percentile | 4.8 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.51573524 |
|---|---|
| Coefficient of variation (CV) | 0.12304275 |
| Kurtosis | 5.7889866 |
| Mean | 4.1915128 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -1.8518947 |
| Sum | 39261.9 |
| Variance | 0.26598284 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 4.4 | 1109 | |
| 4.3 | 1076 | |
| 4.5 | 1038 | |
| 4.2 | 952 | |
| 4.6 | 823 | |
| 4.1 | 708 | 6.5% |
| 4 | 568 | 5.2% |
| 4.7 | 499 | 4.6% |
| 3.9 | 386 | 3.6% |
| 3.8 | 303 | 2.8% |
| Other values (29) | 1905 | |
| (Missing) | 1474 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.2 | 1 | < 0.1% |
| 1.4 | 3 | < 0.1% |
| 1.5 | 3 | < 0.1% |
| 1.6 | 4 | < 0.1% |
| 1.7 | 8 | |
| 1.8 | 8 | |
| 1.9 | 14 | |
| 2 | 12 | |
| 2.1 | 8 |
| Value | Count | Frequency (%) |
| 5 | 274 | 2.5% |
| 4.9 | 87 | 0.8% |
| 4.8 | 234 | 2.2% |
| 4.7 | 499 | |
| 4.6 | 823 | |
| 4.5 | 1038 | |
| 4.4 | 1109 | |
| 4.3 | 1076 | |
| 4.2 | 952 | |
| 4.1 | 708 |
Reviews
Real number (ℝ)
Zeros 
| Distinct | 6001 |
|---|---|
| Distinct (%) | 55.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 444111.93 |
| Minimum | 0 |
|---|---|
| Maximum | 78158306 |
| Zeros | 596 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 84.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 38 |
| median | 2094 |
| Q3 | 54768 |
| 95-th percentile | 1461698 |
| Maximum | 78158306 |
| Range | 78158306 |
| Interquartile range (IQR) | 54730 |
Descriptive statistics
| Standard deviation | 2927628.7 |
|---|---|
| Coefficient of variation (CV) | 6.5920964 |
| Kurtosis | 341.09154 |
| Mean | 444111.93 |
| Median Absolute Deviation (MAD) | 2094 |
| Skewness | 16.450332 |
| Sum | 4.8146174 × 109 |
| Variance | 8.5710096 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 596 | 5.5% |
| 1 | 272 | 2.5% |
| 2 | 214 | 2.0% |
| 3 | 175 | 1.6% |
| 4 | 137 | 1.3% |
| 5 | 108 | 1.0% |
| 6 | 97 | 0.9% |
| 7 | 90 | 0.8% |
| 8 | 74 | 0.7% |
| 9 | 65 | 0.6% |
| Other values (5991) | 9013 |
| Value | Count | Frequency (%) |
| 0 | 596 | |
| 1 | 272 | |
| 2 | 214 | 2.0% |
| 3 | 175 | 1.6% |
| 4 | 137 | 1.3% |
| 5 | 108 | 1.0% |
| 6 | 97 | 0.9% |
| 7 | 90 | 0.8% |
| 8 | 74 | 0.7% |
| 9 | 65 | 0.6% |
| Value | Count | Frequency (%) |
| 78158306 | 1 | |
| 78128208 | 1 | |
| 69119316 | 2 | |
| 69109672 | 1 | |
| 66577446 | 1 | |
| 66577313 | 2 | |
| 66509917 | 1 | |
| 56646578 | 1 | |
| 56642847 | 2 | |
| 44893888 | 1 |
Size
Text
| Distinct | 461 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.8 KiB |
Length
| Max length | 18 |
|---|---|
| Median length | 5 |
| Mean length | 5.7052855 |
| Min length | 3 |
Unique
| Unique | 245 ? |
|---|---|
| Unique (%) | 2.3% |
Sample
| 1st row | 19M |
|---|---|
| 2nd row | 14M |
| 3rd row | 8.7M |
| 4th row | 25M |
| 5th row | 2.8M |
| Value | Count | Frequency (%) |
| varies | 1695 | 11.9% |
| with | 1695 | 11.9% |
| device | 1695 | 11.9% |
| 11m | 198 | 1.4% |
| 12m | 196 | 1.4% |
| 14m | 194 | 1.4% |
| 13m | 191 | 1.3% |
| 15m | 184 | 1.3% |
| 17m | 160 | 1.1% |
| 19m | 154 | 1.1% |
| Other values (453) | 7869 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 8830 | 14.3% |
| e | 5085 | 8.2% |
| i | 5085 | 8.2% |
| . | 3610 | 5.8% |
| 3390 | 5.5% | |
| 1 | 3095 | 5.0% |
| 2 | 2791 | 4.5% |
| 3 | 2343 | 3.8% |
| 4 | 1966 | 3.2% |
| 5 | 1741 | 2.8% |
| Other values (16) | 23915 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 61851 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 8830 | 14.3% |
| e | 5085 | 8.2% |
| i | 5085 | 8.2% |
| . | 3610 | 5.8% |
| 3390 | 5.5% | |
| 1 | 3095 | 5.0% |
| 2 | 2791 | 4.5% |
| 3 | 2343 | 3.8% |
| 4 | 1966 | 3.2% |
| 5 | 1741 | 2.8% |
| Other values (16) | 23915 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 61851 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 8830 | 14.3% |
| e | 5085 | 8.2% |
| i | 5085 | 8.2% |
| . | 3610 | 5.8% |
| 3390 | 5.5% | |
| 1 | 3095 | 5.0% |
| 2 | 2791 | 4.5% |
| 3 | 2343 | 3.8% |
| 4 | 1966 | 3.2% |
| 5 | 1741 | 2.8% |
| Other values (16) | 23915 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 61851 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 8830 | 14.3% |
| e | 5085 | 8.2% |
| i | 5085 | 8.2% |
| . | 3610 | 5.8% |
| 3390 | 5.5% | |
| 1 | 3095 | 5.0% |
| 2 | 2791 | 4.5% |
| 3 | 2343 | 3.8% |
| 4 | 1966 | 3.2% |
| 5 | 1741 | 2.8% |
| Other values (16) | 23915 |
Installs
Categorical
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.8 KiB |
| 1,000,000+ | |
|---|---|
| 10,000,000+ | |
| 100,000+ | |
| 10,000+ | |
| 1,000+ | |
| Other values (16) |
Length
| Max length | 14 |
|---|---|
| Median length | 11 |
| Mean length | 7.9186422 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 10,000+ |
|---|---|
| 2nd row | 500,000+ |
| 3rd row | 5,000,000+ |
| 4th row | 50,000,000+ |
| 5th row | 100,000+ |
Common Values
| Value | Count | Frequency (%) |
| 1,000,000+ | 1579 | |
| 10,000,000+ | 1252 | |
| 100,000+ | 1169 | |
| 10,000+ | 1054 | |
| 1,000+ | 908 | |
| 5,000,000+ | 752 | 6.9% |
| 100+ | 719 | 6.6% |
| 500,000+ | 539 | 5.0% |
| 50,000+ | 479 | 4.4% |
| 5,000+ | 477 | 4.4% |
| Other values (11) | 1913 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1,000,000 | 1579 | |
| 10,000,000 | 1252 | |
| 100,000 | 1169 | |
| 10,000 | 1054 | |
| 1,000 | 908 | |
| 5,000,000 | 752 | 6.9% |
| 100 | 719 | 6.6% |
| 500,000 | 539 | 5.0% |
| 50,000 | 479 | 4.4% |
| 5,000 | 477 | 4.4% |
| Other values (10) | 1913 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 50674 | |
| , | 13506 | 15.7% |
| + | 10840 | 12.6% |
| 1 | 7601 | 8.9% |
| 5 | 3225 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 85846 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 50674 | |
| , | 13506 | 15.7% |
| + | 10840 | 12.6% |
| 1 | 7601 | 8.9% |
| 5 | 3225 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 85846 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 50674 | |
| , | 13506 | 15.7% |
| + | 10840 | 12.6% |
| 1 | 7601 | 8.9% |
| 5 | 3225 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 85846 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 50674 | |
| , | 13506 | 15.7% |
| + | 10840 | 12.6% |
| 1 | 7601 | 8.9% |
| 5 | 3225 | 3.8% |
Type
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 84.8 KiB |
| Free | |
|---|---|
| Paid | 800 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Free |
|---|---|
| 2nd row | Free |
| 3rd row | Free |
| 4th row | Free |
| 5th row | Free |
Common Values
| Value | Count | Frequency (%) |
| Free | 10040 | |
| Paid | 800 | 7.4% |
| (Missing) | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| free | 10040 | |
| paid | 800 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 20080 | |
| F | 10040 | |
| r | 10040 | |
| P | 800 | 1.8% |
| a | 800 | 1.8% |
| i | 800 | 1.8% |
| d | 800 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 43360 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 20080 | |
| F | 10040 | |
| r | 10040 | |
| P | 800 | 1.8% |
| a | 800 | 1.8% |
| i | 800 | 1.8% |
| d | 800 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 43360 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 20080 | |
| F | 10040 | |
| r | 10040 | |
| P | 800 | 1.8% |
| a | 800 | 1.8% |
| i | 800 | 1.8% |
| d | 800 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 43360 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 20080 | |
| F | 10040 | |
| r | 10040 | |
| P | 800 | 1.8% |
| a | 800 | 1.8% |
| i | 800 | 1.8% |
| d | 800 | 1.8% |
Price
Text
| Distinct | 92 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.8 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 1 |
| Mean length | 1.3793008 |
| Min length | 1 |
Unique
| Unique | 53 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 10041 | |
| 0.99 | 148 | 1.4% |
| 2.99 | 129 | 1.2% |
| 1.99 | 73 | 0.7% |
| 4.99 | 72 | 0.7% |
| 3.99 | 63 | 0.6% |
| 1.49 | 46 | 0.4% |
| 5.99 | 30 | 0.3% |
| 2.49 | 26 | 0.2% |
| 9.99 | 21 | 0.2% |
| Other values (82) | 192 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10246 | |
| 9 | 1477 | 9.9% |
| $ | 800 | 5.4% |
| . | 800 | 5.4% |
| 800 | 5.4% | |
| 4 | 220 | 1.5% |
| 2 | 193 | 1.3% |
| 1 | 189 | 1.3% |
| 3 | 104 | 0.7% |
| 5 | 52 | 0.3% |
| Other values (3) | 72 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14953 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10246 | |
| 9 | 1477 | 9.9% |
| $ | 800 | 5.4% |
| . | 800 | 5.4% |
| 800 | 5.4% | |
| 4 | 220 | 1.5% |
| 2 | 193 | 1.3% |
| 1 | 189 | 1.3% |
| 3 | 104 | 0.7% |
| 5 | 52 | 0.3% |
| Other values (3) | 72 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14953 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10246 | |
| 9 | 1477 | 9.9% |
| $ | 800 | 5.4% |
| . | 800 | 5.4% |
| 800 | 5.4% | |
| 4 | 220 | 1.5% |
| 2 | 193 | 1.3% |
| 1 | 189 | 1.3% |
| 3 | 104 | 0.7% |
| 5 | 52 | 0.3% |
| Other values (3) | 72 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14953 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10246 | |
| 9 | 1477 | 9.9% |
| $ | 800 | 5.4% |
| . | 800 | 5.4% |
| 800 | 5.4% | |
| 4 | 220 | 1.5% |
| 2 | 193 | 1.3% |
| 1 | 189 | 1.3% |
| 3 | 104 | 0.7% |
| 5 | 52 | 0.3% |
| Other values (3) | 72 | 0.5% |
Content Rating
Categorical
Imbalance 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.8 KiB |
| Everyone | |
|---|---|
| Teen | |
| Mature 17+ | 499 |
| Everyone 10+ | 414 |
| Adults only 18+ | 3 |
Length
| Max length | 15 |
|---|---|
| Median length | 8 |
| Mean length | 7.8008486 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Everyone |
|---|---|
| 2nd row | Everyone |
| 3rd row | Everyone |
| 4th row | Teen |
| 5th row | Everyone |
Common Values
| Value | Count | Frequency (%) |
| Everyone | 8715 | |
| Teen | 1208 | 11.1% |
| Mature 17+ | 499 | 4.6% |
| Everyone 10+ | 414 | 3.8% |
| Adults only 18+ | 3 | < 0.1% |
| Unrated | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| everyone | 9129 | |
| teen | 1208 | 10.3% |
| mature | 499 | 4.2% |
| 17 | 499 | 4.2% |
| 10 | 414 | 3.5% |
| adults | 3 | < 0.1% |
| only | 3 | < 0.1% |
| 18 | 3 | < 0.1% |
| unrated | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 21175 | |
| n | 10342 | |
| r | 9630 | |
| y | 9132 | |
| o | 9132 | |
| v | 9129 | |
| E | 9129 | |
| T | 1208 | 1.4% |
| 919 | 1.1% | |
| 1 | 916 | 1.1% |
| Other values (13) | 3857 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 84569 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 21175 | |
| n | 10342 | |
| r | 9630 | |
| y | 9132 | |
| o | 9132 | |
| v | 9129 | |
| E | 9129 | |
| T | 1208 | 1.4% |
| 919 | 1.1% | |
| 1 | 916 | 1.1% |
| Other values (13) | 3857 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 84569 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 21175 | |
| n | 10342 | |
| r | 9630 | |
| y | 9132 | |
| o | 9132 | |
| v | 9129 | |
| E | 9129 | |
| T | 1208 | 1.4% |
| 919 | 1.1% | |
| 1 | 916 | 1.1% |
| Other values (13) | 3857 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 84569 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 21175 | |
| n | 10342 | |
| r | 9630 | |
| y | 9132 | |
| o | 9132 | |
| v | 9129 | |
| E | 9129 | |
| T | 1208 | 1.4% |
| 919 | 1.1% | |
| 1 | 916 | 1.1% |
| Other values (13) | 3857 | 4.6% |
Genres
Text
| Distinct | 120 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.8 KiB |
Length
| Max length | 37 |
|---|---|
| Median length | 32 |
| Mean length | 10.421917 |
| Min length | 4 |
Unique
| Unique | 24 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Art & Design |
|---|---|
| 2nd row | Art & Design;Pretend Play |
| 3rd row | Art & Design |
| 4th row | Art & Design |
| 5th row | Art & Design;Creativity |
| Value | Count | Frequency (%) |
| 2073 | 13.4% | |
| tools | 842 | 5.5% |
| entertainment | 623 | 4.0% |
| education | 549 | 3.6% |
| medical | 463 | 3.0% |
| business | 460 | 3.0% |
| productivity | 424 | 2.7% |
| sports | 398 | 2.6% |
| personalization | 392 | 2.5% |
| communication | 387 | 2.5% |
| Other values (126) | 8837 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 9816 | 8.7% |
| o | 9089 | 8.0% |
| e | 8940 | 7.9% |
| n | 8905 | 7.9% |
| t | 8623 | 7.6% |
| a | 8618 | 7.6% |
| s | 6282 | 5.6% |
| 4607 | 4.1% | |
| l | 4601 | 4.1% |
| r | 4532 | 4.0% |
| Other values (36) | 38971 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 112984 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 9816 | 8.7% |
| o | 9089 | 8.0% |
| e | 8940 | 7.9% |
| n | 8905 | 7.9% |
| t | 8623 | 7.6% |
| a | 8618 | 7.6% |
| s | 6282 | 5.6% |
| 4607 | 4.1% | |
| l | 4601 | 4.1% |
| r | 4532 | 4.0% |
| Other values (36) | 38971 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 112984 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 9816 | 8.7% |
| o | 9089 | 8.0% |
| e | 8940 | 7.9% |
| n | 8905 | 7.9% |
| t | 8623 | 7.6% |
| a | 8618 | 7.6% |
| s | 6282 | 5.6% |
| 4607 | 4.1% | |
| l | 4601 | 4.1% |
| r | 4532 | 4.0% |
| Other values (36) | 38971 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 112984 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 9816 | 8.7% |
| o | 9089 | 8.0% |
| e | 8940 | 7.9% |
| n | 8905 | 7.9% |
| t | 8623 | 7.6% |
| a | 8618 | 7.6% |
| s | 6282 | 5.6% |
| 4607 | 4.1% | |
| l | 4601 | 4.1% |
| r | 4532 | 4.0% |
| Other values (36) | 38971 |
Last Updated
Date
| Distinct | 1377 |
|---|---|
| Distinct (%) | 12.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.8 KiB |
| Minimum | 2010-05-21 00:00:00 |
|---|---|
| Maximum | 2018-08-08 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Current Ver
Text
| Distinct | 2783 |
|---|---|
| Distinct (%) | 25.7% |
| Missing | 8 |
| Missing (%) | 0.1% |
| Memory size | 84.8 KiB |
Length
| Max length | 50 |
|---|---|
| Median length | 39 |
| Mean length | 6.6437737 |
| Min length | 1 |
Unique
| Unique | 1784 ? |
|---|---|
| Unique (%) | 16.5% |
Sample
| 1st row | 1.0.0 |
|---|---|
| 2nd row | 2.0.0 |
| 3rd row | 1.2.4 |
| 4th row | Varies with device |
| 5th row | 1.1 |
| Value | Count | Frequency (%) |
| varies | 1459 | 10.5% |
| with | 1459 | 10.5% |
| device | 1459 | 10.5% |
| 1 | 844 | 6.1% |
| 1.1 | 278 | 2.0% |
| 1.2 | 185 | 1.3% |
| 2 | 166 | 1.2% |
| 1.3 | 147 | 1.1% |
| 1.0.0 | 136 | 1.0% |
| 1.0.1 | 120 | 0.9% |
| Other values (2824) | 7674 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 14308 | |
| 1 | 8918 | |
| 0 | 4540 | 6.3% |
| e | 4508 | 6.3% |
| i | 4464 | 6.2% |
| 2 | 4316 | 6.0% |
| 3094 | 4.3% | |
| 3 | 2771 | 3.9% |
| 4 | 2164 | 3.0% |
| 5 | 1729 | 2.4% |
| Other values (69) | 21160 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 71972 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 14308 | |
| 1 | 8918 | |
| 0 | 4540 | 6.3% |
| e | 4508 | 6.3% |
| i | 4464 | 6.2% |
| 2 | 4316 | 6.0% |
| 3094 | 4.3% | |
| 3 | 2771 | 3.9% |
| 4 | 2164 | 3.0% |
| 5 | 1729 | 2.4% |
| Other values (69) | 21160 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 71972 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 14308 | |
| 1 | 8918 | |
| 0 | 4540 | 6.3% |
| e | 4508 | 6.3% |
| i | 4464 | 6.2% |
| 2 | 4316 | 6.0% |
| 3094 | 4.3% | |
| 3 | 2771 | 3.9% |
| 4 | 2164 | 3.0% |
| 5 | 1729 | 2.4% |
| Other values (69) | 21160 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 71972 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 14308 | |
| 1 | 8918 | |
| 0 | 4540 | 6.3% |
| e | 4508 | 6.3% |
| i | 4464 | 6.2% |
| 2 | 4316 | 6.0% |
| 3094 | 4.3% | |
| 3 | 2771 | 3.9% |
| 4 | 2164 | 3.0% |
| 5 | 1729 | 2.4% |
| Other values (69) | 21160 |
Android Ver
Categorical
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 84.8 KiB |
| 4.1 and up | |
|---|---|
| 4.0.3 and up | |
| 4.0 and up | |
| Varies with device | |
| 4.4 and up | |
| Other values (28) |
Length
| Max length | 18 |
|---|---|
| Median length | 10 |
| Mean length | 11.337116 |
| Min length | 9 |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 4.0.3 and up |
|---|---|
| 2nd row | 4.0.3 and up |
| 3rd row | 4.0.3 and up |
| 4th row | 4.2 and up |
| 5th row | 4.4 and up |
Common Values
| Value | Count | Frequency (%) |
| 4.1 and up | 2451 | |
| 4.0.3 and up | 1501 | |
| 4.0 and up | 1376 | |
| Varies with device | 1362 | |
| 4.4 and up | 980 | 9.0% |
| 2.3 and up | 652 | 6.0% |
| 5.0 and up | 601 | 5.5% |
| 4.2 and up | 394 | 3.6% |
| 2.3.3 and up | 281 | 2.6% |
| 2.2 and up | 244 | 2.3% |
| Other values (23) | 997 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| and | 9468 | |
| up | 9468 | |
| 4.1 | 2452 | 7.5% |
| 4.0.3 | 1503 | 4.6% |
| 4.0 | 1376 | 4.2% |
| varies | 1362 | 4.2% |
| with | 1362 | 4.2% |
| device | 1362 | 4.2% |
| 4.4 | 980 | 3.0% |
| 2.3 | 652 | 2.0% |
| Other values (22) | 2532 | 7.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 21678 | ||
| . | 11283 | |
| d | 10830 | |
| a | 10830 | |
| p | 9468 | 7.7% |
| u | 9468 | 7.7% |
| n | 9468 | 7.7% |
| 4 | 7952 | 6.5% |
| e | 4086 | 3.3% |
| i | 4086 | 3.3% |
| Other values (18) | 23734 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 122883 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 21678 | ||
| . | 11283 | |
| d | 10830 | |
| a | 10830 | |
| p | 9468 | 7.7% |
| u | 9468 | 7.7% |
| n | 9468 | 7.7% |
| 4 | 7952 | 6.5% |
| e | 4086 | 3.3% |
| i | 4086 | 3.3% |
| Other values (18) | 23734 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 122883 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 21678 | ||
| . | 11283 | |
| d | 10830 | |
| a | 10830 | |
| p | 9468 | 7.7% |
| u | 9468 | 7.7% |
| n | 9468 | 7.7% |
| 4 | 7952 | 6.5% |
| e | 4086 | 3.3% |
| i | 4086 | 3.3% |
| Other values (18) | 23734 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 122883 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 21678 | ||
| . | 11283 | |
| d | 10830 | |
| a | 10830 | |
| p | 9468 | 7.7% |
| u | 9468 | 7.7% |
| n | 9468 | 7.7% |
| 4 | 7952 | 6.5% |
| e | 4086 | 3.3% |
| i | 4086 | 3.3% |
| Other values (18) | 23734 |
Interactions
Correlations
| Android Ver | Category | Content Rating | Installs | Rating | Reviews | Type | |
|---|---|---|---|---|---|---|---|
| Android Ver | 1.000 | 0.090 | 0.051 | 0.099 | 0.070 | 0.000 | 0.187 |
| Category | 0.090 | 1.000 | 0.347 | 0.112 | 0.085 | 0.072 | 0.198 |
| Content Rating | 0.051 | 0.347 | 1.000 | 0.086 | 0.041 | 0.062 | 0.048 |
| Installs | 0.099 | 0.112 | 0.086 | 1.000 | 0.176 | 0.312 | 0.265 |
| Rating | 0.070 | 0.085 | 0.041 | 0.176 | 1.000 | 0.157 | 0.071 |
| Reviews | 0.000 | 0.072 | 0.062 | 0.312 | 0.157 | 1.000 | 0.017 |
| Type | 0.187 | 0.198 | 0.048 | 0.265 | 0.071 | 0.017 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| App | Category | Rating | Reviews | Size | Installs | Type | Price | Content Rating | Genres | Last Updated | Current Ver | Android Ver | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Photo Editor & Candy Camera & Grid & ScrapBook | ART_AND_DESIGN | 4.1 | 159 | 19M | 10,000+ | Free | 0 | Everyone | Art & Design | 7-Jan-18 | 1.0.0 | 4.0.3 and up |
| 1 | Coloring book moana | ART_AND_DESIGN | 3.9 | 967 | 14M | 500,000+ | Free | 0 | Everyone | Art & Design;Pretend Play | 15-Jan-18 | 2.0.0 | 4.0.3 and up |
| 2 | U Launcher Lite – FREE Live Cool Themes, Hide Apps | ART_AND_DESIGN | 4.7 | 87510 | 8.7M | 5,000,000+ | Free | 0 | Everyone | Art & Design | 1-Aug-18 | 1.2.4 | 4.0.3 and up |
| 3 | Sketch - Draw & Paint | ART_AND_DESIGN | 4.5 | 215644 | 25M | 50,000,000+ | Free | 0 | Teen | Art & Design | 8-Jun-18 | Varies with device | 4.2 and up |
| 4 | Pixel Draw - Number Art Coloring Book | ART_AND_DESIGN | 4.3 | 967 | 2.8M | 100,000+ | Free | 0 | Everyone | Art & Design;Creativity | 20-Jun-18 | 1.1 | 4.4 and up |
| 5 | Paper flowers instructions | ART_AND_DESIGN | 4.4 | 167 | 5.6M | 50,000+ | Free | 0 | Everyone | Art & Design | 26-Mar-17 | 1 | 2.3 and up |
| 6 | Smoke Effect Photo Maker - Smoke Editor | ART_AND_DESIGN | 3.8 | 178 | 19M | 50,000+ | Free | 0 | Everyone | Art & Design | 26-Apr-18 | 1.1 | 4.0.3 and up |
| 7 | Infinite Painter | ART_AND_DESIGN | 4.1 | 36815 | 29M | 1,000,000+ | Free | 0 | Everyone | Art & Design | 14-Jun-18 | 6.1.61.1 | 4.2 and up |
| 8 | Garden Coloring Book | ART_AND_DESIGN | 4.4 | 13791 | 33M | 1,000,000+ | Free | 0 | Everyone | Art & Design | 20-Sep-17 | 2.9.2 | 3.0 and up |
| 9 | Kids Paint Free - Drawing Fun | ART_AND_DESIGN | 4.7 | 121 | 3.1M | 10,000+ | Free | 0 | Everyone | Art & Design;Creativity | 3-Jul-18 | 2.8 | 4.0.3 and up |
| App | Category | Rating | Reviews | Size | Installs | Type | Price | Content Rating | Genres | Last Updated | Current Ver | Android Ver | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10831 | payermonstationnement.fr | MAPS_AND_NAVIGATION | NaN | 38 | 9.8M | 5,000+ | Free | 0 | Everyone | Maps & Navigation | 13-Jun-18 | 2.0.148.0 | 4.0 and up |
| 10832 | FR Tides | WEATHER | 3.8 | 1195 | 582k | 100,000+ | Free | 0 | Everyone | Weather | 16-Feb-14 | 6 | 2.1 and up |
| 10833 | Chemin (fr) | BOOKS_AND_REFERENCE | 4.8 | 44 | 619k | 1,000+ | Free | 0 | Everyone | Books & Reference | 23-Mar-14 | 0.8 | 2.2 and up |
| 10834 | FR Calculator | FAMILY | 4.0 | 7 | 2.6M | 500+ | Free | 0 | Everyone | Education | 18-Jun-17 | 1.0.0 | 4.1 and up |
| 10835 | FR Forms | BUSINESS | NaN | 0 | 9.6M | 10+ | Free | 0 | Everyone | Business | 29-Sep-16 | 1.1.5 | 4.0 and up |
| 10836 | Sya9a Maroc - FR | FAMILY | 4.5 | 38 | 53M | 5,000+ | Free | 0 | Everyone | Education | 25-Jul-17 | 1.48 | 4.1 and up |
| 10837 | Fr. Mike Schmitz Audio Teachings | FAMILY | 5.0 | 4 | 3.6M | 100+ | Free | 0 | Everyone | Education | 6-Jul-18 | 1 | 4.1 and up |
| 10838 | Parkinson Exercices FR | MEDICAL | NaN | 3 | 9.5M | 1,000+ | Free | 0 | Everyone | Medical | 20-Jan-17 | 1 | 2.2 and up |
| 10839 | The SCP Foundation DB fr nn5n | BOOKS_AND_REFERENCE | 4.5 | 114 | Varies with device | 1,000+ | Free | 0 | Mature 17+ | Books & Reference | 19-Jan-15 | Varies with device | Varies with device |
| 10840 | iHoroscope - 2018 Daily Horoscope & Astrology | LIFESTYLE | 4.5 | 398307 | 19M | 10,000,000+ | Free | 0 | Everyone | Lifestyle | 25-Jul-18 | Varies with device | Varies with device |
Duplicate rows
Most frequently occurring
| App | Category | Rating | Reviews | Size | Installs | Type | Price | Content Rating | Genres | Last Updated | Current Ver | Android Ver | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 59 | CBS Sports App - Scores, News, Stats & Watch Live | SPORTS | 4.3 | 91031 | Varies with device | 5,000,000+ | Free | 0 | Everyone | Sports | 4-Aug-18 | Varies with device | 5.0 and up | 4 |
| 159 | Google Keep | PRODUCTIVITY | 4.4 | 691474 | Varies with device | 100,000,000+ | Free | 0 | Everyone | Productivity | 6-Aug-18 | Varies with device | Varies with device | 4 |
| 253 | Nick | ENTERTAINMENT | 4.2 | 123279 | 25M | 10,000,000+ | Free | 0 | Everyone 10+ | Entertainment;Music & Video | 24-Jan-18 | 2.0.8 | 4.4 and up | 4 |
| 285 | Quizlet: Learn Languages & Vocab with Flashcards | EDUCATION | 4.6 | 211856 | Varies with device | 10,000,000+ | Free | 0 | Everyone | Education | 1-Aug-18 | Varies with device | Varies with device | 4 |
| 316 | Skyscanner | TRAVEL_AND_LOCAL | 4.5 | 481546 | 29M | 10,000,000+ | Free | 0 | Everyone | Travel & Local | 6-Aug-18 | 5.48 | 4.4 and up | 4 |
| 372 | WatchESPN | SPORTS | 4.1 | 288809 | 6.6M | 10,000,000+ | Free | 0 | Everyone | Sports | 27-Sep-17 | 2.5.1 | 4.4 and up | 4 |
| 395 | eBay: Buy & Sell this Summer - Discover Deals Now! | SHOPPING | 4.4 | 2788923 | Varies with device | 100,000,000+ | Free | 0 | Teen | Shopping | 30-Jul-18 | Varies with device | Varies with device | 4 |
| 7 | A&E - Watch Full Episodes of TV Shows | ENTERTAINMENT | 4.0 | 29706 | 19M | 1,000,000+ | Free | 0 | Teen | Entertainment | 16-Jul-18 | 3.1.4 | 4.4 and up | 3 |
| 14 | Adult Dirty Emojis | DATING | 2.8 | 80 | 5.5M | 10,000+ | Free | 0 | Teen | Dating | 6-Nov-17 | 1 | 4.0.3 and up | 3 |
| 28 | BBC News | NEWS_AND_MAGAZINES | 4.3 | 296781 | Varies with device | 10,000,000+ | Free | 0 | Everyone 10+ | News & Magazines | 24-Jul-18 | Varies with device | Varies with device | 3 |